For context: this was after a ubuntu package installation, which by default reads from /etc/lldap for the config. The service was auto-started on installation, which creates the admin user with the default config password, i.e. "password". Logging in with that password works, at which point you can change the password in the UI. Changing the password in the config doesn't work, since it's only used on first startup.